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Methods and apparatuses for feature-driven machine-to-machine communications

專利號(hào)
US10785681B1
公開(kāi)日期
2020-09-22
申請(qǐng)人
Yiqun Ge; Wuxian Shi; Wen Tong; Qifan Zhang(CN Shenzhen)
發(fā)明人
Yiqun Ge; Wuxian Shi; Wen Tong; Qifan Zhang
IPC分類
H04L29/06; H04W28/06; G06K9/62; H04W4/70; G06N3/04; G06N3/08; H04W84/04
技術(shù)領(lǐng)域
may,dnn,arrow,bs,encoder,be,decoder,sensors,feature,sensor
地域: Ottawa

摘要

Methods and apparatuses for feature-driven machine-to-machine communications are described. At a feature encoder, features are extracted from sensed raw information, to generate features that compress the raw information by a compression ratio. The feature encoder implements a probabilistic encoder to generate the features, each feature providing information about a respective probability distribution that each represents one or more aspects of the subject. The probabilistic encoder is designed to provide a compression ratio that satisfies a predetermined physical channel capacity limit for a transmission channel. The features are transmitted over the transmission channel.

說(shuō)明書(shū)

A conventional approach to designing an information representation scheme for a M2M communication may be based on what has been done for enhanced mobile broadband (eMBB) communications. In the eMBB scenario, the information representation scheme was designed separately from the information transmission scheme, with the aim of satisfying human perception. That is, the goal was to enable an average human to recover as much of the source information as possible. In the eMBB scenario, the information representation scheme was built on the assumption that the transmission scheme would establish a one-to-one solid connection between a device and the core network to ensure the completeness, entirety, and low-latency of a block transmission.

In contrast to the eMBB scenario, it may be expected that the majority of the information transmitted the sensors 110 in M2M communications would be targeted to a machine (e.g., the application 135) rather than a human being. Accordingly, the design principles used for developing information representation schemes in eMBB may not be appropriate for M2M communications, especially when the number of sensors 110 increases. The conventional eMBB approach for designing information representation schemes would not be suitable for M2M communications, at least in part due to expected redundancies in M2M communications over the air. Some such redundancies in M2M communications are now discussed.

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